gc()
            used   (Mb) gc trigger   (Mb) limit (Mb)  max used   (Mb)
Ncells   3536094  188.9    6335597  338.4         NA   4616375  246.6
Vcells 791539518 6039.0 1074675028 8199.2      16384 791853945 6041.4
Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.
head(data_train)
format(object.size(data_train), units = "Gb")
[1] "5.9 Gb"
benchmark(data_train[sample(1:nrow(data_train), round(0.001*nrow(data_train)), replace=F),]
          
          )
seq(0,1,0.001)
p = seq(0,1,0.001)
plot(p, p*sqrt(5500000/100), ylim = c(0,0.05),xlim = c(0,0.001), type = "l")
N = nrow(data)
i_total = 1:N

#sample validation index
i_val = sample(i_total, floor(N*0.3))
i_total = i_total[!i_total %in% i_train]

#sample test index
i_test = sample(i_total, floor(N*0.2))
i_total = i_total[!i_total %in% i_train]

#remainder for train
i_train = i_total
qwe_x = data_train %>% slice_head(n = 300) %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
qwe_y = train_labels %>% slice_head(n = 300) %>% select(target)
source('/Users/root1/Documents/DAC_Project/R/config.R')
Rows: 458913 Columns: 2
── Column specification ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (1): customer_ID
dbl (1): target

ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
Warning: The working directory was changed to /Users/root1/Documents/DAC_Project/R inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.
DF   %>% ungroup() %>% dplyr::select(-c(customer_ID,target))

model <- keras_model_sequential() %>%
  layer_dense(units = 1024, activation = 'relu', input_shape = 136, name = "dense1") %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense2") %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense3") %>%
  layer_dropout(rate = 0.1) %>%  
  layer_dense(units = 1, activation = 'sigmoid', name = "dense4")  %>% 
  compile(loss = 'binary_crossentropy', 
          metrics = "accuracy",
          optimizer = optimizer_adam(learning_rate = 0.00001),
  )

# training and evaluation
fit <- model %>% fit(
  as.matrix(DF  %>% dplyr::select(-c(customer_ID,target))),
  DF$target,
  #x = data[i_train,], y = (train_labels$target)[i_train],
  #validation_data = list(data[i_val,], (train_labels$target)[i_val]),
  epochs = 200,
  batch_size = 2048, #floor(nrow(data)*0.01),
  verbose = TRUE,
  validation_split = 0.5,
  callbacks = callback_early_stopping(monitor = "val_loss", patience = 5)
)
Epoch 1/200
2022-07-25 01:42:47.195814: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.

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2022-07-25 01:42:50.325034: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.

113/113 [==============================] - 5s 34ms/step - loss: 0.6930 - accuracy: 0.7403 - val_loss: 0.6929 - val_accuracy: 0.7419
Epoch 2/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6927 - accuracy: 0.7403 - val_loss: 0.6926 - val_accuracy: 0.7419
Epoch 3/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6925 - accuracy: 0.7403 - val_loss: 0.6923 - val_accuracy: 0.7419
Epoch 4/200

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Epoch 5/200

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Epoch 6/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6917 - accuracy: 0.7403 - val_loss: 0.6915 - val_accuracy: 0.7419
Epoch 7/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6914 - accuracy: 0.7403 - val_loss: 0.6912 - val_accuracy: 0.7419
Epoch 8/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6911 - accuracy: 0.7403 - val_loss: 0.6910 - val_accuracy: 0.7419
Epoch 9/200

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113/113 [==============================] - 3s 28ms/step - loss: 0.6909 - accuracy: 0.7403 - val_loss: 0.6907 - val_accuracy: 0.7419
Epoch 10/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6906 - accuracy: 0.7403 - val_loss: 0.6904 - val_accuracy: 0.7419
Epoch 11/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6903 - accuracy: 0.7403 - val_loss: 0.6902 - val_accuracy: 0.7419
Epoch 12/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6901 - accuracy: 0.7403 - val_loss: 0.6899 - val_accuracy: 0.7419
Epoch 13/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6898 - accuracy: 0.7403 - val_loss: 0.6896 - val_accuracy: 0.7419
Epoch 14/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6895 - accuracy: 0.7403 - val_loss: 0.6894 - val_accuracy: 0.7419
Epoch 15/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6893 - accuracy: 0.7403 - val_loss: 0.6891 - val_accuracy: 0.7419
Epoch 16/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6890 - accuracy: 0.7403 - val_loss: 0.6888 - val_accuracy: 0.7419
Epoch 17/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6887 - accuracy: 0.7403 - val_loss: 0.6886 - val_accuracy: 0.7419
Epoch 18/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6885 - accuracy: 0.7403 - val_loss: 0.6883 - val_accuracy: 0.7419
Epoch 19/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6882 - accuracy: 0.7403 - val_loss: 0.6880 - val_accuracy: 0.7419
Epoch 20/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6879 - accuracy: 0.7403 - val_loss: 0.6878 - val_accuracy: 0.7419
Epoch 21/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6877 - accuracy: 0.7403 - val_loss: 0.6875 - val_accuracy: 0.7419
Epoch 22/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6874 - accuracy: 0.7403 - val_loss: 0.6872 - val_accuracy: 0.7419
Epoch 23/200

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113/113 [==============================] - 3s 28ms/step - loss: 0.6872 - accuracy: 0.7403 - val_loss: 0.6870 - val_accuracy: 0.7419
Epoch 24/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6869 - accuracy: 0.7403 - val_loss: 0.6867 - val_accuracy: 0.7419
Epoch 25/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6866 - accuracy: 0.7403 - val_loss: 0.6865 - val_accuracy: 0.7419
Epoch 26/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6864 - accuracy: 0.7403 - val_loss: 0.6862 - val_accuracy: 0.7419
Epoch 27/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6861 - accuracy: 0.7403 - val_loss: 0.6859 - val_accuracy: 0.7419
Epoch 28/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6858 - accuracy: 0.7403 - val_loss: 0.6857 - val_accuracy: 0.7419
Epoch 29/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6856 - accuracy: 0.7403 - val_loss: 0.6854 - val_accuracy: 0.7419
Epoch 30/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6853 - accuracy: 0.7403 - val_loss: 0.6851 - val_accuracy: 0.7419
Epoch 31/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6851 - accuracy: 0.7403 - val_loss: 0.6849 - val_accuracy: 0.7419
Epoch 32/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6848 - accuracy: 0.7403 - val_loss: 0.6846 - val_accuracy: 0.7419
Epoch 33/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6846 - accuracy: 0.7403 - val_loss: 0.6844 - val_accuracy: 0.7419
Epoch 34/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6843 - accuracy: 0.7403 - val_loss: 0.6841 - val_accuracy: 0.7419
Epoch 35/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6840 - accuracy: 0.7403 - val_loss: 0.6838 - val_accuracy: 0.7419
Epoch 36/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6838 - accuracy: 0.7403 - val_loss: 0.6836 - val_accuracy: 0.7419
Epoch 37/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6835 - accuracy: 0.7403 - val_loss: 0.6833 - val_accuracy: 0.7419
Epoch 38/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6833 - accuracy: 0.7403 - val_loss: 0.6831 - val_accuracy: 0.7419
Epoch 39/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6830 - accuracy: 0.7403 - val_loss: 0.6828 - val_accuracy: 0.7419
Epoch 40/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6828 - accuracy: 0.7403 - val_loss: 0.6826 - val_accuracy: 0.7419
Epoch 41/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6825 - accuracy: 0.7403 - val_loss: 0.6823 - val_accuracy: 0.7419
Epoch 42/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6822 - accuracy: 0.7403 - val_loss: 0.6820 - val_accuracy: 0.7419
Epoch 43/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6820 - accuracy: 0.7403 - val_loss: 0.6818 - val_accuracy: 0.7419
Epoch 44/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6817 - accuracy: 0.7403 - val_loss: 0.6815 - val_accuracy: 0.7419
Epoch 45/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6815 - accuracy: 0.7403 - val_loss: 0.6813 - val_accuracy: 0.7419
Epoch 46/200

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113/113 [==============================] - 3s 29ms/step - loss: 0.6812 - accuracy: 0.7403 - val_loss: 0.6810 - val_accuracy: 0.7419
Epoch 47/200

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113/113 [==============================] - 3s 28ms/step - loss: 0.6810 - accuracy: 0.7403 - val_loss: 0.6808 - val_accuracy: 0.7419
Epoch 48/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6807 - accuracy: 0.7403 - val_loss: 0.6805 - val_accuracy: 0.7419
Epoch 49/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6805 - accuracy: 0.7403 - val_loss: 0.6802 - val_accuracy: 0.7419
Epoch 50/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6802 - accuracy: 0.7403 - val_loss: 0.6800 - val_accuracy: 0.7419
Epoch 51/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6800 - accuracy: 0.7403 - val_loss: 0.6797 - val_accuracy: 0.7419
Epoch 52/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6797 - accuracy: 0.7403 - val_loss: 0.6795 - val_accuracy: 0.7419
Epoch 53/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6794 - accuracy: 0.7403 - val_loss: 0.6792 - val_accuracy: 0.7419
Epoch 54/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6792 - accuracy: 0.7403 - val_loss: 0.6790 - val_accuracy: 0.7419
Epoch 55/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6789 - accuracy: 0.7403 - val_loss: 0.6787 - val_accuracy: 0.7419
Epoch 56/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6787 - accuracy: 0.7403 - val_loss: 0.6785 - val_accuracy: 0.7419
Epoch 57/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6784 - accuracy: 0.7403 - val_loss: 0.6782 - val_accuracy: 0.7419
Epoch 58/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6782 - accuracy: 0.7403 - val_loss: 0.6780 - val_accuracy: 0.7419
Epoch 59/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6779 - accuracy: 0.7403 - val_loss: 0.6777 - val_accuracy: 0.7419
Epoch 60/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6777 - accuracy: 0.7403 - val_loss: 0.6775 - val_accuracy: 0.7419
Epoch 61/200

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113/113 [==============================] - 3s 30ms/step - loss: 0.6774 - accuracy: 0.7403 - val_loss: 0.6772 - val_accuracy: 0.7419
Epoch 62/200

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113/113 [==============================] - 3s 28ms/step - loss: 0.6772 - accuracy: 0.7403 - val_loss: 0.6770 - val_accuracy: 0.7419
Epoch 63/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6769 - accuracy: 0.7403 - val_loss: 0.6767 - val_accuracy: 0.7419
Epoch 64/200

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113/113 [==============================] - 3s 28ms/step - loss: 0.6767 - accuracy: 0.7403 - val_loss: 0.6765 - val_accuracy: 0.7419
Epoch 65/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6764 - accuracy: 0.7403 - val_loss: 0.6762 - val_accuracy: 0.7419
Epoch 66/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6762 - accuracy: 0.7403 - val_loss: 0.6760 - val_accuracy: 0.7419
Epoch 67/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6760 - accuracy: 0.7403 - val_loss: 0.6757 - val_accuracy: 0.7419
Epoch 68/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6757 - accuracy: 0.7403 - val_loss: 0.6755 - val_accuracy: 0.7419
Epoch 69/200

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113/113 [==============================] - 3s 26ms/step - loss: 0.6755 - accuracy: 0.7403 - val_loss: 0.6752 - val_accuracy: 0.7419
Epoch 70/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6752 - accuracy: 0.7403 - val_loss: 0.6750 - val_accuracy: 0.7419
Epoch 71/200

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113/113 [==============================] - 3s 27ms/step - loss: 0.6750 - accuracy: 0.7403 - val_loss: 0.6747 - val_accuracy: 0.7419
Epoch 72/200

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 data[i_train,] %>% removeNonNumerics() %>% dplyr::select(-customer_ID)

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dataset <- text_line_dataset("mtcars.csv", record_spec = mtcars_spec) %>%
  dataset_filter(function(record) {
    record$mpg >= 20 & record$cyl >= 6L
  }) %>% 
  dataset_shuffle_and_repeat(buffer_size = 1000, count = 10) %>% 
  dataset_prepare(cyl ~ mpg + disp, batch_size = 128) %>% 
  dataset_prefetch(1)
library(keras)
library(tfdatasets)

batch_size = 128
steps_per_epoch = 500

# function to read and preprocess mnist dataset
mnist_dataset <- function(filename) {
  dataset <- tfrecord_dataset(filename) %>%
    dataset_map(function(example_proto) {

      # parse record
      features <- tf$parse_single_example(
        example_proto,
        features = list(
          image_raw = tf$FixedLenFeature(shape(), tf$string),
          label = tf$FixedLenFeature(shape(), tf$int64)
        )
      )

      # preprocess image
      image <- tf$decode_raw(features$image_raw, tf$uint8)
      image <- tf$cast(image, tf$float32) / 255

      # convert label to one-hot
      label <- tf$one_hot(tf$cast(features$label, tf$int32), 10L)

      # return
      list(image, label)
    }) %>%
    dataset_repeat() %>%
    dataset_shuffle(1000) %>%
    dataset_batch(batch_size, drop_remainder = TRUE) %>%
    dataset_prefetch(1)
}

model <- keras_model_sequential() %>%
  layer_dense(units = 256, activation = 'relu', input_shape = c(784)) %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 128, activation = 'relu') %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 10, activation = 'softmax')

model %>% compile(
  loss = 'categorical_crossentropy',
  optimizer = optimizer_rmsprop(),
  metrics = c('accuracy')
)

history <- model %>% fit(
  mnist_dataset("mnist/train.tfrecords"),
  steps_per_epoch = steps_per_epoch,
  epochs = 20,
  validation_data = mnist_dataset("mnist/validation.tfrecords"),
  validation_steps = steps_per_epoch
)

score <- model %>% evaluate(
  mnist_dataset("mnist/test.tfrecords"),
  steps = steps_per_epoch
)

print(score)
writeCleansedCSV(file = "train_data", newFile = "cleandata",chunkSize = 100000)
read_parquet( "/Users/root1/Documents/amex-default-prediction/parquet2")
---
title: "R Notebook"
output: html_notebook
---

```{r}
gc()
```


```{r, echo = FALSE}
source('/Users/root1/Documents/DAC_Project/R/config.R')
data_train = read_parquet("/Users/root1/Documents/amex-default-prediction/parquet/train.parquet")
```

```{r}
head(data_train)
```


```{r}
format(object.size(data_train), units = "Gb")
```

```{r}
benchmark(data_train[sample(1:nrow(data_train), round(0.001*nrow(data_train)), replace=F),]
          
          )
```



```{r, echo = FALSE}
source('/Users/root1/Documents/DAC_Project/R/config.R')
data_train = read_parquet("/Users/root1/Documents/amex-default-prediction/parquet/train.parquet", n_max = 10)
```

```{r}
seq(0,1,0.001)
```


```{r}
p = seq(0,1,0.001)
plot(p, p*sqrt(5500000/100), ylim = c(0,0.05),xlim = c(0,0.001), type = "l")
```


```{r}
N = nrow(data)
i_total = 1:N

#sample validation index
i_val = sample(i_total, floor(N*0.3))
i_total = i_total[!i_total %in% i_train]

#sample test index
i_test = sample(i_total, floor(N*0.2))
i_total = i_total[!i_total %in% i_train]

#remainder for train
i_train = i_total
```

```{r}
qwe_x = data_train %>% slice_head(n = 300) %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
qwe_y = train_labels %>% slice_head(n = 300) %>% select(target)
```

```{r}
source('/Users/root1/Documents/DAC_Project/R/config.R')
```
```{r}
length(unique(DF$customer_ID))
```

```{r}
DF   %>% ungroup() %>% dplyr::select(-c(customer_ID,target))
```


```{r}

DF  = readFromParquet("/Users/root1/Documents/amex-default-prediction/parquet2/")  %>% group_by(customer_ID) %>%  arrange(customer_ID) %>%  slice(n())  %>% ungroup()

model <- keras_model_sequential() %>%
  layer_dense(units = 1024, activation = 'relu', input_shape = 136, name = "dense1") %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense2") %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 1024, activation = 'relu', name = "dense3") %>%
  layer_dropout(rate = 0.1) %>%  
  layer_dense(units = 1, activation = 'sigmoid', name = "dense4")  %>% 
  compile(loss = 'binary_crossentropy', 
          metrics = "accuracy",
          optimizer = optimizer_adam(learning_rate = 0.00001),
  )

# training and evaluation
fit <- model %>% fit(
  as.matrix(DF  %>% dplyr::select(-c(customer_ID,target))),
  DF$target,
  #x = data[i_train,], y = (train_labels$target)[i_train],
  #validation_data = list(data[i_val,], (train_labels$target)[i_val]),
  epochs = 200,
  batch_size = 2048, #floor(nrow(data)*0.01),
  verbose = TRUE,
  validation_split = 0.2,
  callbacks = callback_early_stopping(monitor = "val_loss", patience = 5)
)
```



```{r}
 data[i_train,] %>% removeNonNumerics() %>% dplyr::select(-customer_ID)
```




///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
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///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v
///////////////////////////////////////////////////////////////////////////////////////////////////////////////////////v


```{r}
dataset <- text_line_dataset("mtcars.csv", record_spec = mtcars_spec) %>%
  dataset_filter(function(record) {
    record$mpg >= 20 & record$cyl >= 6L
  }) %>% 
  dataset_shuffle_and_repeat(buffer_size = 1000, count = 10) %>% 
  dataset_prepare(cyl ~ mpg + disp, batch_size = 128) %>% 
  dataset_prefetch(1)
```



```{r}
library(keras)
library(tfdatasets)

batch_size = 128
steps_per_epoch = 500

# function to read and preprocess mnist dataset
mnist_dataset <- function(filename) {
  dataset <- tfrecord_dataset(filename) %>%
    dataset_map(function(example_proto) {

      # parse record
      features <- tf$parse_single_example(
        example_proto,
        features = list(
          image_raw = tf$FixedLenFeature(shape(), tf$string),
          label = tf$FixedLenFeature(shape(), tf$int64)
        )
      )

      # preprocess image
      image <- tf$decode_raw(features$image_raw, tf$uint8)
      image <- tf$cast(image, tf$float32) / 255

      # convert label to one-hot
      label <- tf$one_hot(tf$cast(features$label, tf$int32), 10L)

      # return
      list(image, label)
    }) %>%
    dataset_repeat() %>%
    dataset_shuffle(1000) %>%
    dataset_batch(batch_size, drop_remainder = TRUE) %>%
    dataset_prefetch(1)
}

model <- keras_model_sequential() %>%
  layer_dense(units = 256, activation = 'relu', input_shape = c(784)) %>%
  layer_dropout(rate = 0.4) %>%
  layer_dense(units = 128, activation = 'relu') %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 10, activation = 'softmax')

model %>% compile(
  loss = 'categorical_crossentropy',
  optimizer = optimizer_rmsprop(),
  metrics = c('accuracy')
)

history <- model %>% fit(
  mnist_dataset("mnist/train.tfrecords"),
  steps_per_epoch = steps_per_epoch,
  epochs = 20,
  validation_data = mnist_dataset("mnist/validation.tfrecords"),
  validation_steps = steps_per_epoch
)

score <- model %>% evaluate(
  mnist_dataset("mnist/test.tfrecords"),
  steps = steps_per_epoch
)

print(score)
```
```{r}
writeCleansedCSV(file = "train_data", newFile = "cleandata",chunkSize = 100000)
```


```{r}
read_parquet( "/Users/root1/Documents/amex-default-prediction/parquet2")
```

